1
|
Shue SA, Rowe E, Bell LA, Damush T, DeLong A, Gowan T, Skaar T, Haggstrom D. Pharmacogenomics implementation across multiple clinic settings: a qualitative evaluation. Pharmacogenomics 2023; 24:881-893. [PMID: 37975236 DOI: 10.2217/pgs-2023-0179] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2023] Open
Abstract
Aim: To advance clinical adoption and implementation of pharmacogenomics (PGx) testing, barriers and facilitators to these efforts must be understood. This study identified and examined barriers and facilitators to active implementation of a PGx program across multiple clinic settings in an academic healthcare system. Materials & methods: 28 contributors to the PGx implementation (e.g., clinical providers, informatics specialists) completed an interview to elicit their perceptions of the implementation. Results: Qualitative analysis identified several barriers and facilitators that spanned different stages of the implementation process. Specifically, unclear test payment mechanisms, decision support tool development, rigid workflows and provider education were noted as barriers to the PGx implementation. A multidisciplinary implementation team and leadership support emerged as key facilitators. Furthermore, participants also suggested strategies to overcome or maintain these factors. Conclusion: Assessing real-world implementation perceptions and suggested strategies from a range of implementation contributors facilitates a more comprehensive framework and best-practice guidelines for PGx implementation.
Collapse
Affiliation(s)
- Sarah A Shue
- VA HSR&D Center for Health Information & Communication, Roudebush VA Medical Center, Indianapolis, IN 46202, USA
| | - Elizabeth Rowe
- Division of Clinical Pharmacology, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Lauren A Bell
- Division of Clinical Pharmacology, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Teresa Damush
- VA HSR&D Center for Health Information & Communication, Roudebush VA Medical Center, Indianapolis, IN 46202, USA
- Division of General Internal Medicine & Geriatrics, Indiana University School of Medicine, Indianapolis, IN 46202, USA
- Center for Health Services Research, Regenstrief Institute, Indianapolis, IN 46202, USA
| | - Alexis DeLong
- Center for Health Services Research, Regenstrief Institute, Indianapolis, IN 46202, USA
| | - Tayler Gowan
- Center for Health Services Research, Regenstrief Institute, Indianapolis, IN 46202, USA
| | - Todd Skaar
- Division of Clinical Pharmacology, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - David Haggstrom
- VA HSR&D Center for Health Information & Communication, Roudebush VA Medical Center, Indianapolis, IN 46202, USA
- Division of General Internal Medicine & Geriatrics, Indiana University School of Medicine, Indianapolis, IN 46202, USA
- Center for Health Services Research, Regenstrief Institute, Indianapolis, IN 46202, USA
| |
Collapse
|
2
|
Abstract
Antiplatelet therapy is used in the treatment of patients with acute coronary syndromes, stroke, and those undergoing percutaneous coronary intervention. Clopidogrel is the most widely used antiplatelet P2Y12 inhibitor in clinical practice. Genetic variation in CYP2C19 may influence its enzymatic activity, resulting in individuals who are carriers of loss-of-function CYP2C19 alleles and thus have reduced active clopidogrel metabolites, high on-treatment platelet reactivity, and increased ischemic risk. Prospective studies have examined the utility of CYP2C19 genetic testing to guide antiplatelet therapy, and more recently published meta-analyses suggest that pharmacogenetics represents a key treatment strategy to individualize antiplatelet therapy. Rapid genetic tests, including bedside genotyping platforms that are validated and have high reproducibility, are available to guide selection of P2Y12 inhibitors in clinical practice. The aim of this review is to provide an overview of the background and rationale for the role of a guided antiplatelet approach to enhance patient care.
Collapse
Affiliation(s)
- Matteo Castrichini
- Department of Cardiovascular Medicine, Mayo Clinic, Rochester, Minnesota, USA;
| | - Jasmine A Luzum
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, Michigan, USA
| | - Naveen Pereira
- Department of Cardiovascular Medicine, Mayo Clinic, Rochester, Minnesota, USA;
| |
Collapse
|
3
|
Haidar CE, Crews KR, Hoffman JM, Relling MV, Caudle KE. Advancing Pharmacogenomics from Single-Gene to Preemptive Testing. Annu Rev Genomics Hum Genet 2022; 23:449-473. [PMID: 35537468 PMCID: PMC9483991 DOI: 10.1146/annurev-genom-111621-102737] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Pharmacogenomic testing can be an effective tool to enhance medication safety and efficacy. Pharmacogenomically actionable medications are widely used, and approximately 90-95% of individuals have an actionable genotype for at least one pharmacogene. For pharmacogenomic testing to have the greatest impact on medication safety and clinical care, genetic information should be made available at the time of prescribing (preemptive testing). However, the use of preemptive pharmacogenomic testing is associated with some logistical concerns, such as consistent reimbursement, processes for reporting preemptive results over an individual's lifetime, and result portability. Lessons can be learned from institutions that have implemented preemptive pharmacogenomic testing. In this review, we discuss the rationale and best practices for implementing pharmacogenomics preemptively.
Collapse
Affiliation(s)
- Cyrine E Haidar
- Department of Pharmacy and Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee, USA; , , , ,
| | - Kristine R Crews
- Department of Pharmacy and Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee, USA; , , , ,
| | - James M Hoffman
- Department of Pharmacy and Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee, USA; , , , ,
- Office of Quality and Safety, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Mary V Relling
- Department of Pharmacy and Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee, USA; , , , ,
| | - Kelly E Caudle
- Department of Pharmacy and Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee, USA; , , , ,
| |
Collapse
|
4
|
Shah S, Hanif M, Khan HU, Khan FU, Abbas G, Khurram H, Khames A, Abdelgawad MA, Said ASA, Abourehab MAS, Maheen S, Chand UR, Haris M. Knowledge, Attitudes and Practices of Pharmacogenomics Among Senior Pharmacy Students: A Cross Sectional Study from Punjab, Pakistan. Pharmgenomics Pers Med 2022; Volume 15:429-439. [DOI: 10.2147/pgpm.s359920] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/02/2023] Open
|
5
|
Hayward J, McDermott J, Qureshi N, Newman W. Pharmacogenomic testing to support prescribing in primary care: a structured review of implementation models. Pharmacogenomics 2021; 22:761-776. [PMID: 34467776 PMCID: PMC8438972 DOI: 10.2217/pgs-2021-0032] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023] Open
Abstract
The application of pharmacogenomics could meaningfully contribute toward medicines optimization within primary care. This review identified 13 studies describing eight implementation models utilizing a multi-gene pharmacogenomic panel within a primary care or community setting. These were small feasibility studies (n <200). They demonstrated importance and feasibility of pre-test counseling, the role of the pharmacist, data integration into the electronic medical record and point-of-care clinical decision support systems (CDSS). Findings were considered alongside existing primary care prescribing practices and implementation frameworks to demonstrate how issues may be addressed by existing nationalized healthcare and primary care infrastructure. Development of point-of-care CDSS should be prioritized; establishing clinical leadership, education programs, defining practitioner roles and responsibilities and addressing commissioning issues will also be crucial.
Collapse
Affiliation(s)
- Judith Hayward
- Yorkshire Regional Genetics Service, Chapel Allerton Hospital, Leeds Teaching Hospitals Trust, Leeds, LS7 4SA, UK.,Affinity Care, Shipley Medical Practice, Shipley, BD18 3EG, UK
| | - John McDermott
- Manchester Centre for Genomic Medicine, St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester, M13 9WL, UK.,Division of Evolution, Infection and Genomics, School of Biological Sciences, University of Manchester, Manchester, M14 5BZ, UK
| | - Nadeem Qureshi
- Primary Care Stratified Medicine Research Group (PRISM), University of Nottingham, Nottingham, NG7 2UH, UK
| | - William Newman
- Manchester Centre for Genomic Medicine, St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester, M13 9WL, UK.,Division of Evolution, Infection and Genomics, School of Biological Sciences, University of Manchester, Manchester, M14 5BZ, UK
| |
Collapse
|
6
|
Haga SB, Mills R, Moaddeb J, Liu Y, Voora D. Independent Community Pharmacists' Experience in Offering Pharmacogenetic Testing. PHARMACOGENOMICS & PERSONALIZED MEDICINE 2021; 14:877-886. [PMID: 34290521 PMCID: PMC8289463 DOI: 10.2147/pgpm.s314972] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/09/2021] [Accepted: 06/22/2021] [Indexed: 12/16/2022]
Abstract
Objective This study assessed pharmacist experiences with delivering pharmacogenetic (PGx) testing in independent community pharmacies. Methods We conducted a cluster randomized trial of independent community pharmacies in North Carolina randomized to provide either PGx testing as a standalone service or integrated into medication therapy management (MTM) services. Surveys and pharmacist data about the delivery of PGx testing were collected. Semi-structured interviews were also conducted. Results A total of 36 pharmacists participated in the study from 22 pharmacies. Sixteen pharmacists completed the pre-study and post-study surveys, and four pharmacists completed the semi-structured interviews. Thirty-one percent (11/36) of pharmacists had had some education in personalized medicine or PGx prior to the study. The only outcome that differed by study arm was the use of educational resources, with significantly higher utilization in the PGx testing only arm (p=0.007). Overall, compared to the pre-study assessment, pharmacists' knowledge about PGx significantly improved post-study (p=0.018). In the post-study survey, almost all pharmacists indicated that they felt qualified/able to provide PGx testing at their pharmacy. While 75% of pharmacists indicated that they may continue to provide PGx testing at their pharmacy after the study, the major concerns were lack of reimbursement for PGx counseling and consultation given the necessary time required. Conclusion Our findings demonstrated a positive experience with delivering PGx testing in the community pharmacy setting with little difference in pharmacists' experiences in providing PGx testing with or without MTM. Pharmacists were confident in their ability to provide PGx testing and were interested in continuing to offer testing, though sustained delivery may be challenged by lack of prescribing provider engagement and reimbursement.
Collapse
Affiliation(s)
- Susanne B Haga
- Center for Applied Genomics & Precision Medicine, Durham, NC, 27708, USA
| | - Rachel Mills
- Center for Applied Genomics & Precision Medicine, Durham, NC, 27708, USA
| | - Jivan Moaddeb
- Center for Applied Genomics & Precision Medicine, Durham, NC, 27708, USA
| | - Yiling Liu
- Center for Applied Genomics & Precision Medicine, Durham, NC, 27708, USA
| | - Deepak Voora
- Center for Applied Genomics & Precision Medicine, Durham, NC, 27708, USA
| |
Collapse
|
7
|
Muflih S, Alshogran OY, Al-Azzam S, Al-Taani G, Khader YS. Physicians' Knowledge and Attitudes Regarding Point-of-Care Pharmacogenetic Testing: A Hospital-Based Cross-Sectional Study. PHARMACOGENOMICS & PERSONALIZED MEDICINE 2021; 14:655-665. [PMID: 34103970 PMCID: PMC8179816 DOI: 10.2147/pgpm.s307694] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 02/21/2021] [Accepted: 04/26/2021] [Indexed: 12/03/2022]
Abstract
Introduction Pharmacogenetic testing (PGx) is a diagnostic technique used by physicians to determine the possible reactions of patients to drug treatment on the basis of their genetic makeup. The aim of this study was to determine the impact of physicians’ awareness, attitudes, and sociodemographics on the adoption of point-of-care (POC) PGx testing as a diagnostic method, as well as the impact of their knowledge, attitudes, and sociodemographics on its adoption. Methods A cross-sectional survey of 200 physicians and medical trainees working at the Clinics of King Abdullah University Hospital in Jordan was performed. Data on sociodemographics, knowledge and attitudes concerning PGx testing, genetic information sources, and barriers to POC-PGx testing adoption were gathered. Results Participants’ perceived knowledge of the role of PGx testing in therapeutic decision-making was rated as “Excellent” (1.9%), “Very Good” (19.4%), “Good” (34.4%), “Fair” (32.5%), and “Poor” (11.9%). Physicians’ actual knowledge of PGx testing was adequate (mean=3.56 out of 7, SD=1.2), but their attitudes were generally favorable (mean=3.64 out of 5.00, SD=0.52). According to Rogers’ theory, many variables (eg, perceived need, relative advantage, compatibility) had a significant impact on physicians’ willingness to endorse POC-PGx testing. Discussion The majority of physicians stated that they were unaware of PGx testing. Physicians’ perceived knowledge of POC-PGx testing, however, was higher than those who participated in other studies. Participants were optimistic about the future benefits of PGx testing in prescribing effective medications and reducing potential side effects, which were consistent with previous studies. Physicians’ willingness to accept and implement POC-PGx testing was hampered by a lack of PGx expertise, as well as concerns about patient confidentiality, employability, and insurability. More training and genetic courses are needed, according to the majority of participants.
Collapse
Affiliation(s)
- Suhaib Muflih
- Department of Clinical Pharmacy, Jordan University of Science and Technology, Irbid, 22110, Jordan
| | - Osama Y Alshogran
- Department of Clinical Pharmacy, Jordan University of Science and Technology, Irbid, 22110, Jordan
| | - Sayer Al-Azzam
- Department of Clinical Pharmacy, Jordan University of Science and Technology, Irbid, 22110, Jordan
| | - Ghaith Al-Taani
- Department of Pharmacy Practice, Yarmouk University, Irbid, Jordan
| | - Yousef S Khader
- Department of Public Health, Jordan University of Science and Technology, Irbid, 22110, Jordan
| |
Collapse
|
8
|
Implementation of Pharmacogenomics and Artificial Intelligence Tools for Chronic Disease Management in Primary Care Setting. J Pers Med 2021; 11:jpm11060443. [PMID: 34063850 PMCID: PMC8224063 DOI: 10.3390/jpm11060443] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Revised: 05/18/2021] [Accepted: 05/20/2021] [Indexed: 12/12/2022] Open
Abstract
Chronic disease management often requires use of multiple drug regimens that lead to polypharmacy challenges and suboptimal utilization of healthcare services. While the rising costs and healthcare utilization associated with polypharmacy and drug interactions have been well documented, effective tools to address these challenges remain elusive. Emerging evidence that proactive medication management, combined with pharmacogenomic testing, can lead to improved health outcomes and reduced cost burdens may help to address such gaps. In this report, we describe informatic and bioanalytic methodologies that integrate weak signals in symptoms and chief complaints with pharmacogenomic analysis of ~90 single nucleotide polymorphic variants, CYP2D6 copy number, and clinical pharmacokinetic profiles to monitor drug–gene pairs and drug–drug interactions for medications with significant pharmacogenomic profiles. The utility of the approach was validated in a virtual patient case showing detection of significant drug–gene and drug–drug interactions of clinical significance. This effort is being used to establish proof-of-concept for the creation of a regional database to track clinical outcomes in patients enrolled in a bioanalytically-informed medication management program. Our integrated informatic and bioanalytic platform can provide facile clinical decision support to inform and augment medication management in the primary care setting.
Collapse
|
9
|
Tafazoli A, Guggilla RK, Kamel-Koleti Z, Miltyk W. Strategies to Improve the Clinical Outcomes for Direct-to-Consumer Pharmacogenomic Tests. Genes (Basel) 2021; 12:361. [PMID: 33802585 PMCID: PMC7999840 DOI: 10.3390/genes12030361] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2021] [Revised: 02/22/2021] [Accepted: 02/27/2021] [Indexed: 12/27/2022] Open
Abstract
Direct-to-consumer genetic tests (DTC-GT) have become a bridge between marketing and traditional healthcare services. After earning FDA endorsement for such facilities, several fast-developing companies started to compete in the related area. Pharmacogenomic (PGx) tests have been introduced as potentially one of the main medical services of such companies. Most of the individuals will be interested in finding out about the phenotypic consequences of their genetic variants and molecular risk factors against diverse medicines they take or will take later. Direct-to-consumer pharmacogenomic tests (DTC-PT) is still in its young age, however it is expected to expand rapidly through the industry in the future. The result of PGx tests could be considered as the main road toward the implementation of personalized and precision medicine in the clinic. This narrative critical review study provides a descriptive overview on DTC-GT, then focuses on DTC-PT, and also introduces and suggests the potential approaches for improving the clinical related outcomes of such tests on healthcare systems.
Collapse
Affiliation(s)
- Alireza Tafazoli
- Department of Analysis and Bioanalysis of Medicines, Faculty of Pharmacy with the Division of Laboratory Medicine, Medical University of Bialystok, 15-089 Bialystok, Poland;
- Clinical Research Centre, Medical University of Bialystok, 15-276 Bialystok, Poland
| | - Rama Krishna Guggilla
- Department of Population Medicine and Civilization Diseases Prevention, Faculty of Medicine with the Division of Dentistry and Division of Medical Education in English, Medical University of Bialystok, 15-269 Bialystok, Poland;
| | - Zahra Kamel-Koleti
- Department of Pathology and Medical Laboratory, Shohada Hospital, Mazandaran University of Medical Sciences, Behshahr 4851613185, Iran;
| | - Wojciech Miltyk
- Department of Analysis and Bioanalysis of Medicines, Faculty of Pharmacy with the Division of Laboratory Medicine, Medical University of Bialystok, 15-089 Bialystok, Poland;
| |
Collapse
|
10
|
Varughese LA, Lau-Min KS, Cambareri C, Damjanov N, Massa R, Reddy N, Oyer R, Teitelbaum U, Tuteja S. DPYD and UGT1A1 Pharmacogenetic Testing in Patients with Gastrointestinal Malignancies: An Overview of the Evidence and Considerations for Clinical Implementation. Pharmacotherapy 2020; 40:1108-1129. [PMID: 32985005 PMCID: PMC8796462 DOI: 10.1002/phar.2463] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Gastrointestinal (GI) malignancies are among the most commonly diagnosed cancers worldwide. Despite the introduction of targeted and immunotherapy agents in the treatment landscape, cytotoxic agents, such as fluoropyrimidines and irinotecan, remain as the cornerstone of chemotherapy for many of these tumors. Pharmacogenetics (PGx) is a rapidly evolving field that accounts for interpatient variability in drug metabolism to predict therapeutic response and toxicity. Given the significant incidence of severe treatment-related adverse events associated with cytotoxic agents, utilizing PGx can allow clinicians to better anticipate drug tolerability while minimizing treatment interruptions or delays. In this review, the PGx profiles of drug-gene pairs with potential impact in GI malignancy therapy - DPYD-5-fluorouracil/capecitabine and UGT1A1-irinotecan - and the available clinical evidence of their roles in reducing severe adverse events are discussed. Considerations for clinical implementation, such as optimal laboratory workflows, electronic health record integration, and stakeholder engagement, as well as provider education, are addressed. Last, exploratory PGx markers in GI malignancy treatment are described. As the PGx knowledge base rapidly evolves, pharmacists will be vital in leveraging their pharmacology knowledge and clinical skills to implement PGx testing in the clinic.
Collapse
Affiliation(s)
- Lisa A. Varughese
- Division of Translational Medicine and Human Genetics, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Kelsey S. Lau-Min
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Christine Cambareri
- Department of Pharmacy, Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania
| | - Nevena Damjanov
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Ryan Massa
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Nandi Reddy
- Ann B. Barshinger Cancer Institute, Penn Medicine at Lancaster General Health, Lancaster, Pennsylvania
| | - Randall Oyer
- Ann B. Barshinger Cancer Institute, Penn Medicine at Lancaster General Health, Lancaster, Pennsylvania
| | - Ursina Teitelbaum
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Sony Tuteja
- Division of Translational Medicine and Human Genetics, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| |
Collapse
|
11
|
Analysis of comprehensive pharmacogenomic profiling to impact in-hospital prescribing. Pharmacogenet Genomics 2020; 29:23-30. [PMID: 30531378 DOI: 10.1097/fpc.0000000000000346] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
INTRODUCTION In-hospital adverse medication events result in increased morbidity and mortality. Many implicated drugs carry pharmacogenomic information. We hypothesized that comprehensive pre-emptive pharmacogenomic profiling could have high relevance for in-hospital prescribing. PATIENTS AND METHODS We retrospectively analyzed the in-hospital medications of a genotyped outpatient cohort admitted at our institution from 2012 to 2015. The endpoints were medication changes (new medications initiated, dose adjustments, or medications discontinued) involving drugs with pharmacogenomic annotations from three sources: Clinical Pharmacogenetics Implementation Consortium guidance, Food and Drug Administration label information, and drugs with clinical decision supports in our institutional pharmacogenomic Genomic Prescribing System. RESULTS Of 867 genotyped outpatients, 20 were hospitalized (mean: 78.2 years, 65% male). This hospitalized cohort was significantly older (78.2 vs. 61.3 years, P<0.0001) and took more medications (8.9 vs. 5.0 medications, P<0.0001). Out of 159 medication changes made, most (67.9%) were new medications (average: 2.5/hospitalization) with one-third of these having clinically annotated pharmacogenomic information. Half of all hospitalizations involved at least one pharmacogenomic medication. Over half (55%) of the hospitalized cohort was newly prescribed at least one of eight key pharmacogenomic medications, including high-risk drugs such as clopidogrel, codeine, and warfarin. CONCLUSION Our study suggested that older patients and those with polypharmacy were at increased risk for hospitalizations, where many new prescriptions included frequently used pharmacogenomic drugs. Targeting this group for pre-emptive genotyping would facilitate the delivery of highly relevant information to inform inpatient prescribing.
Collapse
|
12
|
Jarrar Y, Mosleh R, Hawash M, Jarrar Q. Knowledge And Attitudes Of Pharmacy Students Towards Pharmacogenomics Among Universities In Jordan And West Bank Of Palestine. Pharmgenomics Pers Med 2019; 12:247-255. [PMID: 31632127 PMCID: PMC6789177 DOI: 10.2147/pgpm.s222705] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2019] [Accepted: 09/09/2019] [Indexed: 01/10/2023] Open
Abstract
BACKGROUND Testing by pharmacogenomics (PGx) aims to reduce the side-effects of medicines and to optimize therapy. AIM To ascertain the knowledge and attitudes towards PGx among pharmacy students in Jordan and West Bank of Palestine (WBP). METHODS This cross-sectional study focused on pharmacy students from five universities in Jordan and WBP. Students were asked to answer an online survey comprising 30-closed ended questions measuring the knowledge and attitudes towards PGx. RESULTS The total number of respondents to the questionnaire was 466. Most (96.1%) respondents knew that genetic variations can affect the drug response. Most students stated that the total number of lectures mentioning PGx was fewer than three. Most (>80%) respondents answered that they knew that human genetics can affect the response, inter-individual variation, and ethnic variations in the drug response. However, their knowledge about US Food and Drug Administration recommendations regarding PGx testing of commonly used drugs was weak. Also, 60.3% of respondents stated that the information they received about PGx was insufficient. Most (>92.7%) students wished to know more about PGx and believed that PGx is helpful in choosing the appropriate drug. CONCLUSION Pharmacy students had fair knowledge and good attitudes towards PGx. These factors could aid application of PGx in clinical practice in Jordan and WBP.
Collapse
Affiliation(s)
- Yazun Jarrar
- Department of Pharmacy, College of Pharmacy, Al-Zaytoonah University of Jordan, Amman, Jordan
| | - Rami Mosleh
- Department of Pharmacy, Faculty of Medicine and Health Sciences, An-Najah National University, Nablus00970, Palestine
| | - Mohammed Hawash
- Department of Pharmacy, Faculty of Medicine and Health Sciences, An-Najah National University, Nablus00970, Palestine
| | - Qais Jarrar
- Department of Pharmaceutical Science, Al-Isra’a University, Amman, Jordan
| |
Collapse
|
13
|
Weitzel KW, Duong BQ, Arwood MJ, Owusu-Obeng A, Abul-Husn NS, Bernhardt BA, Decker B, Denny JC, Dietrich E, Gums J, Madden EB, Pollin TI, Wu RR, Haga SB, Horowitz CR. A stepwise approach to implementing pharmacogenetic testing in the primary care setting. Pharmacogenomics 2019; 20:1103-1112. [PMID: 31588877 PMCID: PMC6854439 DOI: 10.2217/pgs-2019-0053] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2019] [Accepted: 07/29/2019] [Indexed: 01/12/2023] Open
Abstract
Pharmacogenetic testing can help identify primary care patients at increased risk for medication toxicity, poor response or treatment failure and inform drug therapy. While testing availability is increasing, providers are unprepared to routinely use pharmacogenetic testing for clinical decision-making. Practice-based resources are needed to overcome implementation barriers for pharmacogenetic testing in primary care.The NHGRI's IGNITE I Network (Implementing GeNomics In pracTicE; www.ignite-genomics.org) explored practice models, challenges and implementation barriers for clinical pharmacogenomics. Based on these experiences, we present a stepwise approach pharmacogenetic testing in primary care: patient identification; pharmacogenetic test ordering; interpretation and application of test results, and patient education. We present clinical factors to consider, test-ordering processes and resources, and provide guidance to apply test results and counsel patients. Practice-based resources such as this stepwise approach to clinical decision-making are important resources to equip primary care providers to use pharmacogenetic testing.
Collapse
Affiliation(s)
- Kristin Wiisanen Weitzel
- Department of Pharmacotherapy & Translational Research, University of Florida, Gainesville, FL 32608, USA
| | - Benjamin Q Duong
- Department of Pharmacy, Nemours/Alfred I DuPont Hospital for Children, Wilmington, DE 19803, USA
| | - Meghan J Arwood
- Department of Pharmacotherapy & Translational Research, University of Florida, Gainesville, FL 32608, USA
| | - Aniwaa Owusu-Obeng
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Noura S Abul-Husn
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Barbara A Bernhardt
- Department of Medicine, Hospital of the University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Brian Decker
- Division of Clinical Pharmacology, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Joshua C Denny
- Department of Medicine & Biomedical Informatics, Vanderbilt University School of Medicine, Nashville, TN 37232, USA
| | - Eric Dietrich
- Department of Pharmacotherapy & Translational Research, University of Florida, Gainesville, FL 32608, USA
| | - John Gums
- Department of Pharmacotherapy & Translational Research, University of Florida, Gainesville, FL 32608, USA
| | - Ebony B Madden
- National Human Genome Research Institute, Division of Genomic Medicine, Bethesda, MD 20892, USA
| | - Toni I Pollin
- Department of Medicine & Epidemiology & Public Health, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Rebekah Ryanne Wu
- Center for Applied Genomics & Precision Medicine, Duke University School of Medicine, Durham, NC 27708, USA
| | - Susanne B Haga
- Center for Applied Genomics & Precision Medicine, Duke University School of Medicine, Durham, NC 27708, USA
| | - Carol R Horowitz
- Department of Health Policy & Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| |
Collapse
|
14
|
Schuh MJ. Additional Utility of Pharmacogenomics (PGx) Panel Testing in a CYP2D6 Normal Metabolizer with a History of Breast Cancer. Innov Pharm 2019; 10:10.24926/iip.v10i3.2013. [PMID: 34007571 PMCID: PMC8127095 DOI: 10.24926/iip.v10i3.2013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
OBJECTIVE To demonstrate the utility of pharmacogenomic (PGx) panel testing use versus single gene testing for a single indication. Panel testing may not only help further refine clinical decision making for the primary medical indication, it may uncover with one diagnostic test multiple PGx abnormalities, altering current and future therapy for other conditions. SUMMARY Breast cancer patient presented to the pharmacist PGx service to discuss results and to help determine best guidance for post-surgical pain treatment. From the panel testing it was incidentally found the patient may be at higher clot risk from standard cancer prophylactic, hormone therapy as well as possible future cardiac therapy. CONCLUSION PGx panel testing may not only uncover potential medication related problems (MRPs) with the primary medical indication being tested, it may also refine therapy for other medical problems, resulting in avoidance of future MRPs and the health care costs associated with them.
Collapse
|
15
|
Mirzaev KB, Fedorinov DS, Ivashchenko DV, Sychev DA. Multi-Ethnic Analysis of Cardiac Pharmacogenetic Markers of Cytochrome P450 and Membrane Transporters Genes in the Russian Population. RATIONAL PHARMACOTHERAPY IN CARDIOLOGY 2019. [DOI: 10.20996/1819-6446-2019-15-3-393-406] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Aim. To summarize Russian studies using pharmacogenetic testing as applied to cardiology.Material and methods. The authors conducted an online search for articles in December 2018 using the following databases: PubMed, Google Scholar, eLIBRARY. The search was carried out by keywords: "Russia", "Russian", "cardiology" together with the terms associated with the polymorphic marker, including: «P450», «CYP2C19», «CYP2D6», «CYP2B1», «CYP2B6», «CYP2Е1», «CYP2C8», «CYP2C9», «CYP3A4», «CYP3A5», «CYP1A1», «CYP1A2», «CYP4F2», «CYP4F1», «ABCB1», «SLCO1B1», «VKORC1», «GGCX», «SULT1A1», «CULT1», «CES1», «gene», «genes», «pharmacogenetics», «pharmacogenomics», «ethnic group».Results. Generalization of information allowed to identify obscure genes that need to be investigated in pharmacogenetic studies. This information can be used for the development of dosing algorithms and the priority choice of drugs, considering the results of pharmacogenetic testing and planning future research.Conclusion. The results of the literature review indicate the importance of studying the most clinically valid and clinically useful pharmacogenetic markers (CYP2C19, CYP2C9, VKORC1, SLCO1B1) among various ethnic groups in the Russian Federation. With the accumulation of evidence of clinical validity and clinical utility of other pharmacogenetic markers (CES1, CYP2D6*4, etc.), the problem of interethnic differences in the carriage of clinically significant polymorphisms of these genes identified in previous studies in the Russian Federation increasingly requires attention. The most promising for the introduction into the clinical practice in the Russian Federation in the near future are polymorphic markers of the CYP2C19, CYP2C9, VKORC1 and SLCO1B1 genes.
Collapse
Affiliation(s)
- K. B. Mirzaev
- Russian Medical Academy of Continuing Professional Education
| | - D. S. Fedorinov
- I.M. Sechenov First Moscow State Medical University (Sechenov University)
| | | | - D. A. Sychev
- Russian Medical Academy of Continuing Professional Education
| |
Collapse
|
16
|
Mirzaev KB, Fedorinov DS, Ivashchenko DV, Sychev DA. ADME pharmacogenetics: future outlook for Russia. Pharmacogenomics 2019; 20:847-865. [DOI: 10.2217/pgs-2019-0013] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
This systematic review reflects the results of pharmacogenetic studies in the Russian Federation aimed at studying the genes involved in the drug biotransformation system. The works of Russian researchers found by us are mostly devoted to microsomal liver oxidation enzymes (metabolism) and membrane transporter systems (absorption and excretion). This review presents population-ethnic and associative clinical studies on the genes of the CYP450 system, noncytochrome oxidation enzymes ( SULT1A1, CES1), membrane transporter system genes ( ABCB1, SLCO1B1) and warfarin biotransformation enzymes ( VKORC1, GGCX). The information is structured in the form of 11 tables, divided by regions of the Russian Federation.
Collapse
Affiliation(s)
- Karin B Mirzaev
- Russian Medical Academy of Continuous Professional Education of the Ministry of Healthcare, Moscow, Russian Federation
| | - Denis S Fedorinov
- Russian Medical Academy of Continuous Professional Education of the Ministry of Healthcare, Moscow, Russian Federation
| | - Dmitry V Ivashchenko
- Russian Medical Academy of Continuous Professional Education of the Ministry of Healthcare, Moscow, Russian Federation
| | - Dmitry A Sychev
- Russian Medical Academy of Continuous Professional Education of the Ministry of Healthcare, Moscow, Russian Federation
| |
Collapse
|
17
|
Haga SB, Moaddeb J. Pharmacogenomics courses in pharmacy school curricula. Pharmacogenomics 2019; 20:625-630. [PMID: 31250728 PMCID: PMC6912845 DOI: 10.2217/pgs-2019-0024] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2019] [Accepted: 04/30/2019] [Indexed: 12/17/2022] Open
Abstract
Aim: The appropriate use and integration of pharmacogenetic (PGx) testing will pivot on provider preparation and training. Pharmacists have been recognized as one of the key providers in the delivery of PGx testing and as such, professional organizations have recommended inclusion of PGx content in pharmacy curricula. Methods: We reviewed the curriculum of 132 US pharmacy schools for information about PGx courses. Results: A total of 70 core curriculum courses were identified. 55 (42%) pharmacy schools included at least one PGx course as part of the core curriculum, and ten (8%) schools that offered a PGx course elective. Conclusion: While many pharmacy schools have responded to the accreditation standards to include PGx, less than half of the schools have developed a standalone course.
Collapse
Affiliation(s)
- Susanne B Haga
- Department of Medicine, Center for Applied Genomics & Precision Medicine, Duke University School of Medicine, 304 Research Drive, Durham, NC 27708, USA
| | - Jivan Moaddeb
- Department of Medicine, Center for Applied Genomics & Precision Medicine, Duke University School of Medicine, 304 Research Drive, Durham, NC 27708, USA
| |
Collapse
|
18
|
Hull LE, Lynch KG, Oslin DW. VA Primary Care and Mental Health Providers' Comfort with Genetic Testing: Survey Results from the PRIME Care Study. J Gen Intern Med 2019; 34:799-801. [PMID: 30604117 PMCID: PMC6544768 DOI: 10.1007/s11606-018-4776-0] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Affiliation(s)
- Leland E Hull
- Center for Healthcare Organization and Implementation Research, VA Boston Healthcare System, Boston, MA, USA.
| | - Kevin G Lynch
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
| | - David W Oslin
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
| |
Collapse
|
19
|
Lin CW, Huang WI, Chao PH, Chen WW, Hsiao FY. Temporal trends and patterns in carbamazepine use, related severe cutaneous adverse reactions, and HLA-B*15:02 screening: A nationwide study. Epilepsia 2018; 59:2325-2339. [PMID: 30479027 DOI: 10.1111/epi.14599] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2018] [Revised: 10/16/2018] [Accepted: 10/16/2018] [Indexed: 12/17/2022]
Abstract
OBJECTIVE After discovering the association between the HLA-B*15:02 allele and carbamazepine-related severe cutaneous adverse reactions (SCARs), particularly in Southeastern Asian populations, clinical strategies to prevent carbamazepine-related SCARs have changed. We aimed to investigate 10-year trends in carbamazepine use and carbamazepine-related SCARs and to examine the patterns and determinants of HLA-B*15:02 screening in Taiwan. METHODS A nationwide study was performed using Taiwan's National Health Insurance Research Database. In the first part of the study, new users of carbamazepine were included, and those who experienced SCAR-related admissions were further identified. In the second part of the study, recipients of HLA-B*15:02 screening (reimbursed by Taiwan's National Health Insurance since June 2010) were included and multivariate logistic regression was used to explore factors associated with the use of screening. RESULTS The numbers of new users of carbamazepine and SCAR cases decreased remarkably during the 10-year period (-82.6% and -87.1%, respectively), and the incidence rates of SCARs showed a downward trend after 2011. The screening rate of the HLA-B*15:02 allele increased to 24.9% in 2014. Neurologists (odds ratio 12.33, 95% confidence interval 9.30-16.35), psychiatrists (9.97, 7.31-13.61), and neurosurgeons (3.23, 2.42-4.32) were more likely to perform screening tests than other specialties were. Physicians practicing in medical centers (6.00, 5.51-6.54) were more likely to perform screening tests than those practicing in other hospitals, whereas the screening rates in clinics remained at 0.0% throughout the study period. SIGNIFICANCE In recent years, the number of carbamazepine-related SCAR cases has decreased substantially in Taiwan. However, only one-fourth of new users of carbamazepine received HLA-B*15:02 screening, and there were considerable disparities in the screening rates across different physician groups. Policymakers should consider solutions to barriers to implementing screening tests in clinical practice and should not neglect the value of other safety communications and regulations to complement the limitations of pharmacogenomic testing.
Collapse
Affiliation(s)
- Chih-Wan Lin
- Taiwan Drug Relief Foundation, Taipei, Taiwan.,Graduate Institute of Clinical Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan
| | - Wei-I Huang
- Taiwan Drug Relief Foundation, Taipei, Taiwan
| | - Pi-Hui Chao
- Taiwan Drug Relief Foundation, Taipei, Taiwan
| | | | - Fei-Yuan Hsiao
- Graduate Institute of Clinical Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan.,School of Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan.,Department of Pharmacy, National Taiwan University Hospital, Taipei, Taiwan
| |
Collapse
|
20
|
Mukerjee G, Huston A, Kabakchiev B, Piquette-Miller M, van Schaik R, Dorfman R. User considerations in assessing pharmacogenomic tests and their clinical support tools. NPJ Genom Med 2018; 3:26. [PMID: 30210808 PMCID: PMC6133969 DOI: 10.1038/s41525-018-0065-4] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2018] [Revised: 08/10/2018] [Accepted: 08/13/2018] [Indexed: 12/18/2022] Open
Abstract
Pharmacogenomic (PGx) testing is gaining recognition from physicians, pharmacists and patients as a tool for evidence-based medication management. However, seemingly similar PGx testing panels (and PGx-based decision support tools) can diverge in their technological specifications, as well as the genetic factors that determine test specificity and sensitivity, and hence offer different values for users. Reluctance to embrace PGx testing is often the result of unfamiliarity with PGx technology, a lack of knowledge about the availability of curated guidelines/evidence for drug dosing recommendations, and an absence of wide-spread institutional implementation efforts and educational support. Demystifying an often confusing and variable PGx marketplace can lead to greater acceptance of PGx as a standard-of-care practice that improves drug outcomes and provides a lifetime value for patients. Here, we highlight the key underlying factors of a PGx test that should be considered, and discuss the current progress of PGx implementation.
Collapse
Affiliation(s)
| | - Andrea Huston
- GeneYouIn Inc., 156 Front St. W., Toronto, ON Canada
| | - Boyko Kabakchiev
- GeneYouIn Inc., 156 Front St. W., Toronto, ON Canada.,2Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON Canada
| | | | - Ron van Schaik
- 4International Expert Center Pharmacogenetics, Department of Clinical Chemistry, Erasmus University Medical Center, Rotterdam, The Netherlands
| | | |
Collapse
|
21
|
Mills R, Haga SB. Qualitative user evaluation of a revised pharmacogenetic educational toolkit. PHARMACOGENOMICS & PERSONALIZED MEDICINE 2018; 11:139-146. [PMID: 30214267 PMCID: PMC6128278 DOI: 10.2147/pgpm.s169648] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Introduction Pharmacogenetic (PGx) testing is a leading application for personalized and precision medicine; however, there are barriers, including limited provider and patient understanding, which affect its uptake. There is a need for tools that can enhance the patient and provider experience with testing and promoting the shared and informed decision-making. Materials and methods In this study, we sought to gather additional feedback on a PGx toolkit comprised of four educational tools that had been previously evaluated through an online survey by pharmacists. Specifically, we conducted semi-structured interviews with pharmacists and members of the public regarding their understanding and utility of the toolkit and its individual components. Results Participants found three of the four toolkit components, a test information sheet, flipbook, and results sheet, to be useful and important. The fourth component, results card, was viewed less favorably. Participants differed in their preference for medical jargon and detailed results nomenclature (namely star * alleles). Conclusion User input during the development of educational materials is essential for optimizing utilization, effectiveness, and comprehension.
Collapse
Affiliation(s)
- Rachel Mills
- Duke Center for Applied Genomics and Precision Medicine, Duke University Medical Center, Durham, NC, USA,
| | - Susanne B Haga
- Duke Center for Applied Genomics and Precision Medicine, Duke University Medical Center, Durham, NC, USA,
| |
Collapse
|
22
|
Mills RA, Eichmeyer JN, Williams LM, Muskett JA, Schmidlen TJ, Maloney KA, Lemke AA. Patient Care Situations Benefiting from Pharmacogenomic Testing. CURRENT GENETIC MEDICINE REPORTS 2018. [DOI: 10.1007/s40142-018-0136-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
|
23
|
Dunnenberger HM, Biszewski M, Bell GC, Sereika A, May H, Johnson SG, Hulick PJ, Khandekar J. Implementation of a multidisciplinary pharmacogenomics clinic in a community health system. Am J Health Syst Pharm 2018; 73:1956-1966. [PMID: 27864203 DOI: 10.2146/ajhp160072] [Citation(s) in RCA: 88] [Impact Index Per Article: 14.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
PURPOSE The development and implementation of a multidisciplinary pharmacogenomics clinic within the framework of an established community-based medical genetics program are described. SUMMARY Pharmacogenomics is an important component of precision medicine that holds considerable promise for pharmacotherapy optimization. As part of the development of a health system-wide integrated pharmacogenomics program, in early 2015 Northshore University Health-System established a pharmacogenomics clinic run by a multidisciplinary team including a medical geneticist, a pharmacist, a nurse practitioner, and genetic counselors. The team identified five key program elements: (1) a billable-service provider, (2) a process for documentation of relevant medication and family histories, (3) personnel with the knowledge required to interpret pharmacogenomic results, (4) personnel to discuss risks, benefits, and limitations of pharmacogenomic testing, and (5) a mechanism for reporting results. The most important program component is expert interpretation of genetic test results to provide clinically useful information; pharmacists are well positioned to provide that expertise. At the Northshore University HealthSystem pharmacogenomics clinic, patient encounters typically entail two one-hour visits and follow a standardized workflow. At the first visit, pharmacogenomics-focused medication and family histories are obtained, risks and benefits of genetic testing are explained, and a test sample is collected; at the second visit, test results are provided along with evidence-based pharmacotherapy recommendations. CONCLUSION A multidisciplinary clinic providing genotyping and related services can facilitate the integration of pharmacogenomics into clinical care and meet the needs of early adopters of precision medicine.
Collapse
Affiliation(s)
- Henry M Dunnenberger
- Center for Molecular Medicine, NorthShore University HealthSystem, Evanston, IL.
| | - Matthew Biszewski
- Thrombosis and Anticoagulation Unit, NorthShore University HealthSystem, Glenview, IL
| | | | - Annette Sereika
- Center for Molecular Medicine, NorthShore University HealthSystem, Evanston, IL
| | - Holley May
- Center for Medical Genetics, NorthShore University HealthSystem, Evanston, IL
| | | | - Peter J Hulick
- Center for Medical Genetics, NorthShore University HealthSystem, Evanston, IL
| | - Janardan Khandekar
- Center for Molecular Medicine, NorthShore University HealthSystem, Evanston, IL
| |
Collapse
|
24
|
|
25
|
Daneshi N, Holliday E, Hancock S, Schneider JJ, Scott RJ, Attia J, Milward EA. Prevalence of clinically actionable genotypes and medication exposure of older adults in the community. PHARMACOGENOMICS & PERSONALIZED MEDICINE 2017; 10:17-27. [PMID: 28203101 PMCID: PMC5293498 DOI: 10.2147/pgpm.s123719] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
This study analyzed clinically actionable pharmacogenotypes for clopidogrel, warfarin, statins, thiopurines, and tacrolimus using microarray data for 2121 participants (55–85 years) from the Australian Hunter Community Study (HCS). At least 74% of participants (95% confidence interval [CI]: 72%–76%) had strong level evidence for at least one medium- or high-risk actionable genotype that would trigger a change in standard therapy under current international recommendations. About 14% of these participants (95% CI: 12%–16%) were taking medication potentially affected by the genotype in question. Furthermore, ~2.6% of all participants with medication data (95% CI: 1.4%–3.8%) had a high-risk clinically actionable genotype for a medication to which they were exposed. This represents a considerable number of people at the population level. Although relationships between genotype and health outcomes remain contentious, pharmacogenotyping of multiple variants simultaneously may have considerable potential to improve medication safety and efficacy for older people in the community.
Collapse
Affiliation(s)
- Nilofar Daneshi
- Faculty of Health and Medicine, School of Biomedical Sciences and Pharmacy; Faculty of Health and Medicine, Centre for Bioinformatics, Biomarker Discovery and Information-Based Medicine, The University of Newcastle, Callaghan
| | - Elizabeth Holliday
- Clinical Research Design, IT and Statistical Support Unit, Hunter Medical Research Institute; Centre for Clinical Epidemiology and Biostatistics, School of Medicine and Public Health, Faculty of Health, University of Newcastle
| | - Stephen Hancock
- Clinical Research Design, IT and Statistical Support Unit, Hunter Medical Research Institute; Centre for Clinical Epidemiology and Biostatistics, School of Medicine and Public Health, Faculty of Health, University of Newcastle
| | - Jennifer J Schneider
- Faculty of Health and Medicine, School of Biomedical Sciences and Pharmacy; Faculty of Health and Medicine, Centre for Bioinformatics, Biomarker Discovery and Information-Based Medicine, The University of Newcastle, Callaghan
| | - Rodney J Scott
- Faculty of Health and Medicine, School of Biomedical Sciences and Pharmacy; Faculty of Health and Medicine, Centre for Bioinformatics, Biomarker Discovery and Information-Based Medicine, The University of Newcastle, Callaghan; Hunter Area Pathology Service, John Hunter Hospital, Newcastle, NSW, Australia
| | - John Attia
- Clinical Research Design, IT and Statistical Support Unit, Hunter Medical Research Institute; Centre for Clinical Epidemiology and Biostatistics, School of Medicine and Public Health, Faculty of Health, University of Newcastle
| | - Elizabeth A Milward
- Faculty of Health and Medicine, School of Biomedical Sciences and Pharmacy; Faculty of Health and Medicine, Centre for Bioinformatics, Biomarker Discovery and Information-Based Medicine, The University of Newcastle, Callaghan
| |
Collapse
|
26
|
Moaddeb J, Mills R, Haga SB. Community pharmacists' experience with pharmacogenetic testing. J Am Pharm Assoc (2003) 2016; 55:587-594. [PMID: 26409205 DOI: 10.1331/japha.2015.15017] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
OBJECTIVE Appendix 1 Statements of knowledge of correct medication use Appendix 2 Statements of self-efficacy of correct medication use Appendix 3 Statements of skills of correct medication use To characterize the experiences and feasibility of offering pharmacogenetic (PGx) testing in a community pharmacy setting. DESIGN Pharmacists were invited to complete a survey about PGx testing for each patient who was offered testing. If the patient consented, pharmacists were also asked to complete a follow-up survey about the process of returning PGx testing results to patients and follow-up with the prescribing provider. SETTING Community pharmacies in North Carolina from August through November 2014. PARTICIPANTS Pharmacists at five community pharmacies. MAIN OUTCOME MEASURES Patient consent for testing, time to introduce PGx testing initially and communicate results, interpretation of test results, and recommended medication changes. RESULTS Of the 69 patients offered testing, 56 (81%) consented. Pre-test counseling typically lasted 1-5 minutes (81%), and most patients (55%) did not have any questions about the testing. Most pharmacists reported test results to patients by phone (84%), with discussions taking less than 1 minute (48%) or 1-5 minutes (52%). Most pharmacists believed the patients understood their results either very well (54%) or somewhat well (41%). Pharmacists correctly interpreted 47 of the 53 test results (89%). All of the incorrect interpretations were for patients with test results indicating a dosing or drug change (6/19; 32%). Pharmacists reported contacting the ordering physician for four patients to discuss results indicating a dosage or drug change. CONCLUSION The provision of PGx services in a community pharmacy setting appears feasible, requiring little additional time from the pharmacist, and many patients seem interested in PGx testing. Additional training may be necessary to improve test result interpretation, as well as for communication with both patients and ordering physicians.
Collapse
Affiliation(s)
- Jivan Moaddeb
- Clinical Pharmacist, Center for Applied Genomics and Precision Medicine, Department of Medicine, Duke University School of Medicine, Durham, NC
| | - Rachel Mills
- Clinical Research Coordinator and Genetic Counselor, Center for Applied Genomics and Precision Medicine, Department of Medicine, Duke University School of Medicine, Durham, NC
| | - Susanne B Haga
- Center for Applied Genomics and Precision Medicine, Department of Medicine, Duke University School of Medicine, Durham, NC.
| |
Collapse
|
27
|
Haga SB, Mills R. A review of consent practices and perspectives for pharmacogenetic testing. Pharmacogenomics 2016; 17:1595-605. [PMID: 27533720 PMCID: PMC5220438 DOI: 10.2217/pgs-2016-0039] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2016] [Accepted: 04/10/2016] [Indexed: 12/21/2022] Open
Abstract
AIM We aimed to understand consent practices for pharmacogenetic (PGx) testing. METHODS We conducted a literature review and analysis of consent forms from clinical laboratories offering PGx testing. RESULTS Our review of the literature shows a lack of consensus about the need for and type of informed consent for PGx testing. We identified 35 companies offering PGx testing and were able to confirm consent practices for 22 of those. We found a range of variability in the consent practices regarding the consent approach and information disclosed. CONCLUSION Variability in the consent practices among laboratories offering PGx testing mirrors the ambiguous practices and recommendations reported in the literature. Establishing a minimal set of information to be disclosed to patients may help address the disparities in consent practice.
Collapse
Affiliation(s)
- Susanne B Haga
- Center for Applied Genomics & Precision Medicine, Duke University, School of Medicine, 304 Research Drive, Box 90141, Durham, NC 27708, USA
| | - Rachel Mills
- Center for Applied Genomics & Precision Medicine, Duke University, School of Medicine, 304 Research Drive, Box 90141, Durham, NC 27708, USA
| |
Collapse
|
28
|
Dawes M, Aloise MN, Ang JS, Cullis P, Dawes D, Fraser R, Liknaitzky G, Paterson A, Stanley P, Suarez-Gonzalez A, Katzov-Eckert H. Introducing pharmacogenetic testing with clinical decision support into primary care: a feasibility study. CMAJ Open 2016; 4:E528-E534. [PMID: 27730116 PMCID: PMC5047800 DOI: 10.9778/cmajo.20150070] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/11/2023] Open
Abstract
BACKGROUND Inappropriate prescribing increases patient illness and death owing to adverse drug events. The inclusion of genetic information into primary care medication practices is one solution. Our aim was to assess the ability to obtain and genotype saliva samples and to determine the levels of use of a decision support tool that creates medication options adjusted for patient characteristics, drug-drug interactions and pharmacogenetics. METHODS We conducted a cohort study in 6 primary care settings (5 family practices and 1 pharmacy), enrolling 191 adults with at least 1 of 10 common diseases. Saliva samples were obtained in the physician's office or pharmacy and sent to our laboratory, where DNA was extracted and genotyped and reports were generated. The reports were sent directly to the family physician/pharmacist and linked to an evidence-based prescribing decision support system. The primary outcome was ability to obtain and genotype samples. The secondary outcomes were yield and purity of DNA samples, ability to link results to decision support software and use of the decision support software. RESULTS Genotyping resulted in linking of 189 patients (99%) with pharmacogenetic reports to the decision support program. A total of 96.8% of samples had at least 1 actionable genotype for medications included in the decision support system. The medication support system was used by the physicians and pharmacists 236 times over 3 months. INTERPRETATION Physicians and pharmacists can collect saliva samples of sufficient quantity and quality for DNA extraction, purification and genotyping. A clinical decision support system with integrated data from pharmacogenetic tests may enable personalized prescribing within primary care. Trial registration: ClinicalTrials.gov, NCT02383290.
Collapse
Affiliation(s)
- Martin Dawes
- Department of Family Practice (M. Dawes); GenXys Health Care Systems (M. Dawes, Aloise, Ang, Cullis, D. Dawes, Fraser, Liknaitzky, Stanley, Suarez-Gonzalez, Katzov-Eckert); Personalized Medicine Initiative (Cullis, Fraser); Department of Physical Therapy (D. Dawes); Faculty of Pharmaceutical Sciences (Paterson); Clinicare Pharmacists Inc. (Paterson); Department of Botany (Suarez-Gonzalez); Department of Biochemistry and Molecular Biology (Cullis), University of British Columbia, Vancouver, BC
| | - Martin N Aloise
- Department of Family Practice (M. Dawes); GenXys Health Care Systems (M. Dawes, Aloise, Ang, Cullis, D. Dawes, Fraser, Liknaitzky, Stanley, Suarez-Gonzalez, Katzov-Eckert); Personalized Medicine Initiative (Cullis, Fraser); Department of Physical Therapy (D. Dawes); Faculty of Pharmaceutical Sciences (Paterson); Clinicare Pharmacists Inc. (Paterson); Department of Botany (Suarez-Gonzalez); Department of Biochemistry and Molecular Biology (Cullis), University of British Columbia, Vancouver, BC
| | - J Sidney Ang
- Department of Family Practice (M. Dawes); GenXys Health Care Systems (M. Dawes, Aloise, Ang, Cullis, D. Dawes, Fraser, Liknaitzky, Stanley, Suarez-Gonzalez, Katzov-Eckert); Personalized Medicine Initiative (Cullis, Fraser); Department of Physical Therapy (D. Dawes); Faculty of Pharmaceutical Sciences (Paterson); Clinicare Pharmacists Inc. (Paterson); Department of Botany (Suarez-Gonzalez); Department of Biochemistry and Molecular Biology (Cullis), University of British Columbia, Vancouver, BC
| | - Pieter Cullis
- Department of Family Practice (M. Dawes); GenXys Health Care Systems (M. Dawes, Aloise, Ang, Cullis, D. Dawes, Fraser, Liknaitzky, Stanley, Suarez-Gonzalez, Katzov-Eckert); Personalized Medicine Initiative (Cullis, Fraser); Department of Physical Therapy (D. Dawes); Faculty of Pharmaceutical Sciences (Paterson); Clinicare Pharmacists Inc. (Paterson); Department of Botany (Suarez-Gonzalez); Department of Biochemistry and Molecular Biology (Cullis), University of British Columbia, Vancouver, BC
| | - Diana Dawes
- Department of Family Practice (M. Dawes); GenXys Health Care Systems (M. Dawes, Aloise, Ang, Cullis, D. Dawes, Fraser, Liknaitzky, Stanley, Suarez-Gonzalez, Katzov-Eckert); Personalized Medicine Initiative (Cullis, Fraser); Department of Physical Therapy (D. Dawes); Faculty of Pharmaceutical Sciences (Paterson); Clinicare Pharmacists Inc. (Paterson); Department of Botany (Suarez-Gonzalez); Department of Biochemistry and Molecular Biology (Cullis), University of British Columbia, Vancouver, BC
| | - Robert Fraser
- Department of Family Practice (M. Dawes); GenXys Health Care Systems (M. Dawes, Aloise, Ang, Cullis, D. Dawes, Fraser, Liknaitzky, Stanley, Suarez-Gonzalez, Katzov-Eckert); Personalized Medicine Initiative (Cullis, Fraser); Department of Physical Therapy (D. Dawes); Faculty of Pharmaceutical Sciences (Paterson); Clinicare Pharmacists Inc. (Paterson); Department of Botany (Suarez-Gonzalez); Department of Biochemistry and Molecular Biology (Cullis), University of British Columbia, Vancouver, BC
| | - Gideon Liknaitzky
- Department of Family Practice (M. Dawes); GenXys Health Care Systems (M. Dawes, Aloise, Ang, Cullis, D. Dawes, Fraser, Liknaitzky, Stanley, Suarez-Gonzalez, Katzov-Eckert); Personalized Medicine Initiative (Cullis, Fraser); Department of Physical Therapy (D. Dawes); Faculty of Pharmaceutical Sciences (Paterson); Clinicare Pharmacists Inc. (Paterson); Department of Botany (Suarez-Gonzalez); Department of Biochemistry and Molecular Biology (Cullis), University of British Columbia, Vancouver, BC
| | - Andrea Paterson
- Department of Family Practice (M. Dawes); GenXys Health Care Systems (M. Dawes, Aloise, Ang, Cullis, D. Dawes, Fraser, Liknaitzky, Stanley, Suarez-Gonzalez, Katzov-Eckert); Personalized Medicine Initiative (Cullis, Fraser); Department of Physical Therapy (D. Dawes); Faculty of Pharmaceutical Sciences (Paterson); Clinicare Pharmacists Inc. (Paterson); Department of Botany (Suarez-Gonzalez); Department of Biochemistry and Molecular Biology (Cullis), University of British Columbia, Vancouver, BC
| | - Paul Stanley
- Department of Family Practice (M. Dawes); GenXys Health Care Systems (M. Dawes, Aloise, Ang, Cullis, D. Dawes, Fraser, Liknaitzky, Stanley, Suarez-Gonzalez, Katzov-Eckert); Personalized Medicine Initiative (Cullis, Fraser); Department of Physical Therapy (D. Dawes); Faculty of Pharmaceutical Sciences (Paterson); Clinicare Pharmacists Inc. (Paterson); Department of Botany (Suarez-Gonzalez); Department of Biochemistry and Molecular Biology (Cullis), University of British Columbia, Vancouver, BC
| | - Adriana Suarez-Gonzalez
- Department of Family Practice (M. Dawes); GenXys Health Care Systems (M. Dawes, Aloise, Ang, Cullis, D. Dawes, Fraser, Liknaitzky, Stanley, Suarez-Gonzalez, Katzov-Eckert); Personalized Medicine Initiative (Cullis, Fraser); Department of Physical Therapy (D. Dawes); Faculty of Pharmaceutical Sciences (Paterson); Clinicare Pharmacists Inc. (Paterson); Department of Botany (Suarez-Gonzalez); Department of Biochemistry and Molecular Biology (Cullis), University of British Columbia, Vancouver, BC
| | - Hagit Katzov-Eckert
- Department of Family Practice (M. Dawes); GenXys Health Care Systems (M. Dawes, Aloise, Ang, Cullis, D. Dawes, Fraser, Liknaitzky, Stanley, Suarez-Gonzalez, Katzov-Eckert); Personalized Medicine Initiative (Cullis, Fraser); Department of Physical Therapy (D. Dawes); Faculty of Pharmaceutical Sciences (Paterson); Clinicare Pharmacists Inc. (Paterson); Department of Botany (Suarez-Gonzalez); Department of Biochemistry and Molecular Biology (Cullis), University of British Columbia, Vancouver, BC
| |
Collapse
|
29
|
Luppa PB, Bietenbeck A, Beaudoin C, Giannetti A. Clinically relevant analytical techniques, organizational concepts for application and future perspectives of point-of-care testing. Biotechnol Adv 2016; 34:139-60. [DOI: 10.1016/j.biotechadv.2016.01.003] [Citation(s) in RCA: 43] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2015] [Revised: 01/15/2016] [Accepted: 01/17/2016] [Indexed: 01/19/2023]
|
30
|
Cavallari LH, Weitzel K. Pharmacogenomics in cardiology--genetics and drug response: 10 years of progress. Future Cardiol 2016; 11:281-6. [PMID: 26021633 DOI: 10.2217/fca.15.20] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
|
31
|
Haga SB, Mills R. Nurses' communication of pharmacogenetic test results as part of discharge care. Pharmacogenomics 2015; 16:251-6. [PMID: 25712188 DOI: 10.2217/pgs.14.173] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
As pharmacogenetic (PGx) testing is becoming integrated into routine clinical procedures for admitted hospital patients, consideration is needed as to when test results will be communicated to patients and by whom. Given the implications of PGx test results for current and future care, we propose that if results are not promptly discussed with patients when testing is completed, results should be discussed with patients during discharge care when possible, included in the printed or electronic discharge summary and a copy of the results sent to their primary provider. Nurses play an important role in discharge planning and care by providing patients with the necessary information and support to transfer from the hospital setting to an outpatient setting or to return to home and work. To promote nurses' ability to fulfill the role of communicating PGx test results, revised curricula and interprofessional and clinical decision support are needed.
Collapse
Affiliation(s)
- Susanne B Haga
- Center for Applied Genomics & Precision Medicine, Duke University School of Medicine, 304 Research Drive, Box 90141, Durham, NC 27708, USA
| | | |
Collapse
|
32
|
Haga SB, Moaddeb J, Mills R, Patel M, Kraus W, Allen LaPointe NM. Incorporation of pharmacogenetic testing into medication therapy management. Pharmacogenomics 2015; 16:1931-41. [PMID: 26555559 DOI: 10.2217/pgs.15.124] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023] Open
Abstract
AIM To assess feasibility and patient satisfaction with a pharmacist-delivered medication therapy management (MTM) plus pharmacogenetic (PGx) testing service. METHODS Thirty patients from a cardiology outpatient clinic were enrolled to attend two MTM sessions, undergo PGx testing and complete pre- and post-intervention surveys. Outcome measures included duration of MTM sessions, clinical application of test results, self-reported medication adherence, patient recall of results and perceived value of testing and MTM. RESULTS Overall, patients were very satisfied with the MTM plus PGx testing service. About half of participants (47%) were able to accurately recall their PGx test results. Comparable to MTM without PGx testing, the first MTM session averaged 40 min and the follow-up MTM session averaged 15 min. CONCLUSION PGx testing incorporated into a clinical MTM service offered by pharmacists may be a feasible delivery model and is satisfactory to patients.
Collapse
Affiliation(s)
- Susanne B Haga
- Center for Applied Genomics & Precision Medicine, Duke University School of Medicine, 201 Trent Dr, Durham, NC 27710, USA
| | - Jivan Moaddeb
- Center for Applied Genomics & Precision Medicine, Duke University School of Medicine, 201 Trent Dr, Durham, NC 27710, USA
| | - Rachel Mills
- Center for Applied Genomics & Precision Medicine, Duke University School of Medicine, 201 Trent Dr, Durham, NC 27710, USA
| | - Mahesh Patel
- Center for Applied Genomics & Precision Medicine, Duke University School of Medicine, 201 Trent Dr, Durham, NC 27710, USA
| | - William Kraus
- Center for Applied Genomics & Precision Medicine, Duke University School of Medicine, 201 Trent Dr, Durham, NC 27710, USA
| | - Nancy M Allen LaPointe
- Center for Applied Genomics & Precision Medicine, Duke University School of Medicine, 201 Trent Dr, Durham, NC 27710, USA
| |
Collapse
|
33
|
Haga SB, LaPointe NMA, Cho A, Reed SD, Mills R, Moaddeb J, Ginsburg GS. Pilot study of pharmacist-assisted delivery of pharmacogenetic testing in a primary care setting. Pharmacogenomics 2015; 15:1677-86. [PMID: 25410893 DOI: 10.2217/pgs.14.109] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
AIM To describe the rationale and design of a pilot program to implement and evaluate pharmacogenetic (PGx) testing in a primary care setting. STUDY RATIONALE Several factors have impeded the uptake of PGx testing, including lack of provider knowledge and challenges with operationalizing PGx testing in a clinical practice setting. STUDY DESIGN We plan to compare two strategies for the implementation of PGx testing: a pharmacist-initiated testing arm compared with a physician-initiated PGx testing arm. Providers in both groups will be required to attend an introduction to PGx seminar. Anticipated results: We anticipate that providers in the pharmacist-initiated group will be more likely to order PGx testing than providers in the physician-initiated group. CONCLUSION Overall, we aim to generate data that will inform an effective delivery model for PGx testing and to facilitate a seamless integration of PGx testing in primary care practices.
Collapse
Affiliation(s)
- Susanne B Haga
- Duke University Center for Applied Genomics & Precision Medicine, 304 Research Drive, Box 90141 Durham, NC 27708, USA
| | | | | | | | | | | | | |
Collapse
|
34
|
Yang Y, Lewis JP, Hulot JS, Scott SA. The pharmacogenetic control of antiplatelet response: candidate genes and CYP2C19. Expert Opin Drug Metab Toxicol 2015; 11:1599-617. [PMID: 26173871 DOI: 10.1517/17425255.2015.1068757] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
INTRODUCTION Aspirin, clopidogrel, prasugrel and ticagrelor are antiplatelet agents for the prevention of ischemic events in patients with acute coronary syndromes (ACS), percutaneous coronary intervention (PCI) and other indications. Variability in response is observed to different degrees with these agents, which can translate to increased risks for adverse cardiovascular events. As such, potential pharmacogenetic determinants of antiplatelet pharmacokinetics, pharmacodynamics and clinical outcomes have been actively studied. AREAS COVERED This article provides an overview of the available antiplatelet pharmacogenetics literature. Evidence supporting the significance of candidate genes and their potential influence on antiplatelet response and clinical outcomes are summarized and evaluated. Additional focus is directed at CYP2C19 and clopidogrel response, including the availability of clinical testing and genotype-directed antiplatelet therapy. EXPERT OPINION The reported aspirin response candidate genes have not been adequately replicated and few candidate genes have thus far been implicated in prasugrel or ticagrelor response. However, abundant data support the clinical validity of CYP2C19 and clopidogrel response variability among ACS/PCI patients. Although limited prospective trial data are available to support the utility of routine CYP2C19 testing, the increased risks for reduced clopidogrel efficacy among ACS/PCI patients that carry CYP2C19 loss-of-function alleles should be considered when genotype results are available.
Collapse
Affiliation(s)
- Yao Yang
- a 1 Icahn School of Medicine at Mount Sinai, Department of Genetics and Genomic Sciences , New York, NY, USA +1 212 241 3780 ; +1 212 241 0139 ;
| | - Joshua P Lewis
- b 2 University of Maryland School of Medicine, Division of Endocrinology, Diabetes and Nutrition, and Program for Personalized and Genomic Medicine , Baltimore, MD, USA
| | - Jean-Sébastien Hulot
- c 3 Icahn School of Medicine at Mount Sinai, Cardiovascular Research Center , New York, NY, USA.,d 4 Sorbonne Universités, UPMC Univ Paris 06, INSERM , UMR_S 1166 ICAN, F-75005 Paris, France
| | - Stuart A Scott
- a 1 Icahn School of Medicine at Mount Sinai, Department of Genetics and Genomic Sciences , New York, NY, USA +1 212 241 3780 ; +1 212 241 0139 ;
| |
Collapse
|
35
|
Haga SB, Allen LaPointe NM, Moaddeb J. Challenges to integrating pharmacogenetic testing into medication therapy management. J Manag Care Spec Pharm 2015; 21:346-52. [PMID: 25803768 PMCID: PMC4522310 DOI: 10.18553/jmcp.2015.21.4.346] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
Some have proposed the integration of pharmacogenetic (PGx) testing into medication therapy management (MTM) to enable further refinement of treatments to reduce risk of adverse responses and improve efficacy. PGx testing involves the analysis of genetic variants associated with therapeutic or adverse response and may be useful in enhancing the ability to identify ineffective and/or harmful drugs or drug combinations. This "enhanced" MTM might also reduce patient concerns about side effects and increase confidence that the medication is effective, addressing 2 key factors that impact patient adherence: concern and necessity. However, the feasibility and effectiveness of the integration of PGx testing into MTM in clinical practice has not yet been determined. In this commentary, we consider some of the challenges to the integration and delivery of PGx testing in MTM services.
Collapse
Affiliation(s)
- Susanne B Haga
- Duke University School of Medicine, 304 Research Dr., Box 90141, Durham, NC 27708.
| | | | | |
Collapse
|
36
|
Haga SB, Allen LaPointe NM, Moaddeb J, Mills R, Patel M, Kraus WE. Pilot study: incorporation of pharmacogenetic testing in medication therapy management services. Pharmacogenomics 2014; 15:1729-1737. [DOI: 10.2217/pgs.14.118] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023] Open
Abstract
Aim: To describe the rationale and design of a pilot study evaluating the integration of pharmacogenetic (PGx) testing into pharmacist-delivered medication therapy management (MTM). Study rationale: Clinical delivery approaches of PGx testing involving pharmacists may overcome barriers of limited physician knowledge about and experience with testing. Study design: We will assess the addition of PGx testing to MTM services for cardiology patients taking three or more medications including simvastatin or clopidogrel. We will measure the impact of MTM plus PGx testing on drug/dose adjustment and clinical outcomes. Factors associated with delivery, such as time to prepare and conduct MTM and consult with physicians will be recorded. Additionally, patient interest and satisfaction will be measured. Anticipated results: We anticipate that PGx testing can be practically integrated into standard a MTM service, providing a viable delivery model for testing. Conclusion: Given the lack of evidence of an effective PGx delivery models, this study will provide preliminary evidence regarding a pharmacist-delivered approach.
Collapse
Affiliation(s)
- Susanne B Haga
- Duke University, 304 Research Drive, Box 90141, Durham, NC 27708, USA
| | | | | | | | | | | |
Collapse
|
37
|
Haga SB, Mills R, Bosworth H. Striking a balance in communicating pharmacogenetic test results: promoting comprehension and minimizing adverse psychological and behavioral response. PATIENT EDUCATION AND COUNSELING 2014; 97:10-5. [PMID: 24985359 PMCID: PMC4162835 DOI: 10.1016/j.pec.2014.06.007] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/20/2013] [Revised: 05/29/2014] [Accepted: 06/15/2014] [Indexed: 05/07/2023]
Abstract
OBJECTIVE Pharmacogenetic (PGx) testing can provide information about a patient's likelihood to respond to a medication or experience an adverse event, and be used to inform medication selection and/or dosing. Promoting patient comprehension of PGx test results will be important to improving engagement and understanding of treatment decisions. METHODS The discussion in this paper is based on our experiences and the literature on communication of genetic test results for disease risk and broad risk communication strategies. RESULTS Clinical laboratory reports often describe PGx test results using standard terminology such as 'poor metabolizer' or 'ultra-rapid metabolizer.' While this type of terminology may promote patient recall with its simple, yet descriptive nature, it may be difficult for some patients to comprehend and/or cause adverse psychological or behavioral responses. CONCLUSION The language used to communicate results and their significance to patients will be important to consider in order to minimize confusion and potential psychological consequences such as increased anxiety that can adversely impact medication-taking behaviors. PRACTICE IMPLICATIONS Due to patients' unfamiliarity with PGx testing and the potential for confusion, adverse psychological effects, and decreased medication adherence, health providers need to be cognizant of the language used in discussing PGx test results with patients.
Collapse
Affiliation(s)
- Susanne B Haga
- Institute for Genome Sciences & Policy and Sanford School of Public Policy, Duke University, Durham, USA.
| | - Rachel Mills
- Institute for Genome Sciences & Policy, Duke University, Durham, USA
| | - Hayden Bosworth
- Departments of Medicine, Psychiatry, and Nursing, Duke University, Center for Health Services Research in Primary Care, Durham VAMC, Durham, USA
| |
Collapse
|